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IS-ASGD: Accelerating Asynchronous SGD using Importance Sampling

26 June 2017

Fei Wang

Papers citing "IS-ASGD: Accelerating Asynchronous SGD using Importance Sampling"

20 / 20 papers shown

Title
Importance Sampling for Minibatches Dominik Csiba Peter Richtárik 101 45 0 06 Feb 2016
Efficient Distributed SGD with Variance Reduction Soham De Tom Goldstein 56 39 0 09 Dec 2015
Variance Reduction in SGD by Distributed Importance Sampling Guillaume Alain Alex Lamb Chinnadhurai Sankar Aaron Courville Yoshua Bengio FedML 81 199 0 20 Nov 2015
Perturbed Iterate Analysis for Asynchronous Stochastic Optimization Horia Mania Xinghao Pan Dimitris Papailiopoulos Benjamin Recht Kannan Ramchandran Michael I. Jordan 94 233 0 24 Jul 2015
Asynchronous Parallel Stochastic Gradient for Nonconvex Optimization Xiangru Lian Yijun Huang Y. Li Ji Liu 135 499 0 27 Jun 2015
On Variance Reduction in Stochastic Gradient Descent and its Asynchronous Variants Sashank J. Reddi Ahmed S. Hefny S. Sra Barnabás Póczós Alex Smola 124 196 0 23 Jun 2015
Taming the Wild: A Unified Analysis of Hogwild!-Style Algorithms Christopher De Sa Ce Zhang K. Olukotun Christopher Ré 80 204 0 22 Jun 2015
Primal Method for ERM with Flexible Mini-batching Schemes and Non-convex Losses Dominik Csiba Peter Richtárik 77 23 0 07 Jun 2015
PASSCoDe: Parallel ASynchronous Stochastic dual Co-ordinate Descent Cho-Jui Hsieh Hsiang-Fu Yu Inderjit S. Dhillon 68 108 0 06 Apr 2015
Stochastic Dual Coordinate Ascent with Adaptive Probabilities Dominik Csiba Zheng Qu Peter Richtárik ODL 117 97 0 27 Feb 2015
SAGA: A Fast Incremental Gradient Method With Support for Non-Strongly Convex Composite Objectives Aaron Defazio Francis R. Bach Simon Lacoste-Julien ODL 135 1,828 0 01 Jul 2014
A Proximal Stochastic Gradient Method with Progressive Variance Reduction Lin Xiao Tong Zhang ODL 158 739 0 19 Mar 2014
Stochastic Optimization with Importance Sampling P. Zhao Tong Zhang 96 345 0 13 Jan 2014
Stochastic Gradient Descent, Weighted Sampling, and the Randomized Kaczmarz algorithm Deanna Needell Nathan Srebro Rachel A. Ward 151 555 0 21 Oct 2013
Factoring nonnegative matrices with linear programs Victor Bittorf Benjamin Recht Christopher Ré J. Tropp 153 204 0 06 Jun 2012
Iteration Complexity of Randomized Block-Coordinate Descent Methods for Minimizing a Composite Function Peter Richtárik Martin Takáč 98 772 0 14 Jul 2011
HOGWILD!: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent Feng Niu Benjamin Recht Christopher Ré Stephen J. Wright 201 2,273 0 28 Jun 2011
Distributed Delayed Stochastic Optimization Alekh Agarwal John C. Duchi 128 627 0 28 Apr 2011
Optimal Distributed Online Prediction using Mini-Batches O. Dekel Ran Gilad-Bachrach Ohad Shamir Lin Xiao 273 685 0 07 Dec 2010
Slow Learners are Fast John Langford Alex Smola Martin A. Zinkevich 111 391 0 03 Nov 2009